{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BPM analysis scratchpad\n",
    "\n",
    "Test filtering and detection techniques that can be implemented in the microcontroller.\n",
    "\n",
    "Make sure you read the README.md file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy import signal\n",
    "import numpy as np\n",
    "import recorder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:recorder:Starting streamer thread, delaying acquisition by 5.00s\n",
      "INFO:recorder:Gathered 0 samples\n",
      "INFO:recorder:Gathered 0 samples\n",
      "INFO:recorder:Gathered 0 samples\n",
      "INFO:recorder:Gathered 0 samples\n",
      "INFO:recorder:Gathered 0 samples\n",
      "INFO:recorder:Started acquisition\n",
      "INFO:recorder:Gathered 0 samples\n",
      "INFO:recorder:Gathered 98 samples\n",
      "INFO:recorder:Gathered 196 samples\n",
      "INFO:recorder:Gathered 294 samples\n",
      "INFO:recorder:Gathered 392 samples\n",
      "INFO:recorder:Gathered 490 samples\n",
      "INFO:recorder:Gathered 587 samples\n",
      "INFO:recorder:Gathered 685 samples\n",
      "INFO:recorder:Gathered 783 samples\n",
      "INFO:recorder:Gathered 881 samples\n",
      "INFO:recorder:Gathered 979 samples\n",
      "INFO:recorder:Gathered 1077 samples\n",
      "INFO:recorder:Gathered 1175 samples\n",
      "INFO:recorder:Gathered 1272 samples\n",
      "INFO:recorder:Gathered 1370 samples\n",
      "INFO:recorder:Gathered 1468 samples\n",
      "INFO:recorder:Gathered 1566 samples\n",
      "INFO:recorder:Gathered 1664 samples\n",
      "INFO:recorder:Gathered 1762 samples\n",
      "INFO:recorder:Gathered 1860 samples\n",
      "INFO:recorder:Gathered 1957 samples\n",
      "INFO:recorder:Gathered 2055 samples\n",
      "INFO:root:Acquired 2055 samples (requested: 2000), stopping\n",
      "INFO:recorder:Stopping streamer thread\n"
     ]
    }
   ],
   "source": [
    "# Record 2000 samples worth of data, delaying acquisition by 5 seconds\n",
    "# this can be done also using the command line interface of recorder.py\n",
    "recorder.run(port='/dev/ttyACM0', outfile='test.out', holdoff=5, debug=False, samples=2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Read from the recorded session\n",
    "df = pd.read_csv('test.out', delimiter='\\t', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1dada0ad90>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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69csTWF0OpQ4slFIjgHaYICI/f+CC1jox3/kYIMDyOsDyPv9167UdxZTxUErVAOoAzkWU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\nRVGUkKHCQlEURVGUkKHCQlEURVGUkPH/iurHRwVYiioAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1dad8ea410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the sampled data, skipping the first samples\n",
    "df[4:].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Copied from http://scipy.github.io/old-wiki/pages/Cookbook/ButterworthBandpass\n",
    "def butter_bandpass(lowcut, highcut, fs, order=5):\n",
    "    nyq = 0.5 * fs\n",
    "    low = lowcut / nyq\n",
    "    high = highcut / nyq\n",
    "    b, a = signal.butter(order, [low, high], btype='band')\n",
    "    return b, a\n",
    "\n",
    "\n",
    "def butter_bandpass_filter(data, lowcut, highcut, fs, order=5):\n",
    "    b, a = butter_bandpass(lowcut, highcut, fs, order=order)\n",
    "    y = signal.lfilter(b, a, data)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Sample rate and desired cutoff frequencies (in Hz)\n",
    "# lowcut = 0.7*60 = 42bpm\n",
    "# highcut = 3*60 = 180bpm\n",
    "fs = 100.0\n",
    "lowcut = 0.7\n",
    "highcut = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f1dadc31590>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MGTKEixcvZm8PCAigefPm7Nq1i+effz57e4UKFRg7dqxD19KvXz927NhR7BwUZvLkyQwZ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\nIeDmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1dad7eb390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the frequency response for a few different orders.\n",
    "plt.figure(1)\n",
    "plt.clf()\n",
    "plt.xlim(xmax=10)\n",
    "for order in [2, 3, 6, 9]:\n",
    "    b, a = butter_bandpass(lowcut, highcut, fs, order=order)\n",
    "    w, h = signal.freqz(b, a, worN=2000)\n",
    "    plt.plot((fs * 0.5 / np.pi) * w, abs(h), label=\"order = %d\" % order)\n",
    "\n",
    "plt.plot([0, 0.5 * fs], [np.sqrt(0.5), np.sqrt(0.5)],\n",
    "         '--', label='sqrt(0.5)')\n",
    "plt.xlabel('Frequency (Hz)')\n",
    "plt.ylabel('Gain')\n",
    "plt.grid(True)\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Apply the filter to the dataframe\n",
    "order = 2\n",
    "df_filtered = df.apply(lambda x: butter_bandpass_filter(x, lowcut, highcut, fs, order=order))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1dad920090>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ihQs55nn88dBf07gx65R6WZrAqUBZnz4MAvoxGJyayvuuYDXW7GKtGomJQBmA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vI62kw2B7jkQZKcoAsWCal1/lBz4OG8NNAiCIMg73TKQIiWSuFa5NJYxuVW8hm8riauFq+Fmr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\nBvbvB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5FHHklKiW7dun1oHgAVFRVcdtllrFq1ivnz59OhQwfOPvvsbfoD6NSp0071J0mS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\nFtgIVAGfAe4HjgI2AJvzP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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1dad99a850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the filtered dataframe, skipping the initial transition\n",
    "df_filtered[250:].plot(figsize=(15,7))"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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